Displacement ignores UV mapping
The part which led me to confusion was using the auto-generated noise texture:

!! Notice the Size: 0.00.
It basically means, the/bumps dots were to be extremely small no matter how many subdivisions i applied. After I increased the size to 0.1, problem was solved: